AI applications to medical images: From machine learning to deep learning
Purpose Artificial intelligence (AI) models are playing an increasing role in biomedical
research and healthcare services. This review focuses on challenges points to be clarified …
research and healthcare services. This review focuses on challenges points to be clarified …
Radiomics in prostate cancer: An up-to-date review
M Ferro, O de Cobelli, G Musi… - Therapeutic …, 2022 - journals.sagepub.com
Prostate cancer (PCa) is the most common worldwide diagnosed malignancy in male
population. The diagnosis, the identification of aggressive disease, and the post-treatment …
population. The diagnosis, the identification of aggressive disease, and the post-treatment …
[HTML][HTML] Prostate cancer screening with PSA and MRI followed by targeted biopsy only
J Hugosson, M Månsson, J Wallström… - … England Journal of …, 2022 - Mass Medical Soc
Background Screening for prostate cancer is burdened by a high rate of overdiagnosis. The
most appropriate algorithm for population-based screening is unknown. Methods We invited …
most appropriate algorithm for population-based screening is unknown. Methods We invited …
ESUR/ESUI consensus statements on multi-parametric MRI for the detection of clinically significant prostate cancer: quality requirements for image acquisition …
Objectives This study aims to define consensus-based criteria for acquiring and reporting
prostate MRI and establishing prerequisites for image quality. Methods A total of 44 leading …
prostate MRI and establishing prerequisites for image quality. Methods A total of 44 leading …
Classification of cancer at prostate MRI: deep learning versus clinical PI-RADS assessment
Background Men suspected of having clinically significant prostate cancer (sPC)
increasingly undergo prostate MRI. The potential of deep learning to provide diagnostic …
increasingly undergo prostate MRI. The potential of deep learning to provide diagnostic …
Prostate Imaging Quality (PI-QUAL): a new quality control scoring system for multiparametric magnetic resonance imaging of the prostate from the PRECISION trial
The PRECISION trial was a multicentre randomised study that demonstrated that
multiparametric magnetic resonance imaging (mpMRI)–targeted biopsy is superior to …
multiparametric magnetic resonance imaging (mpMRI)–targeted biopsy is superior to …
Update of the standard operating procedure on the use of multiparametric magnetic resonance imaging for the diagnosis, staging and management of prostate cancer
MA Bjurlin, PR Carroll, S Eggener… - The Journal of …, 2020 - auajournals.org
Purpose: We update the prior standard operating procedure for magnetic resonance
imaging of the prostate, and summarize the available data about the technique and clinical …
imaging of the prostate, and summarize the available data about the technique and clinical …
PI-RADS steering committee: the PI-RADS multiparametric MRI and MRI-directed biopsy pathway
AR Padhani, J Barentsz, G Villeirs, AB Rosenkrantz… - Radiology, 2019 - pubs.rsna.org
High-quality evidence shows that MRI in biopsy-naive men can reduce the number of men
who need prostate biopsy and can reduce the number of diagnoses of clinically insignificant …
who need prostate biopsy and can reduce the number of diagnoses of clinically insignificant …
Deep learning reconstruction of diffusion-weighted MRI improves image quality for prostatic imaging
T Ueda, Y Ohno, K Yamamoto, K Murayama, M Ikedo… - Radiology, 2022 - pubs.rsna.org
Background Deep learning reconstruction (DLR) may improve image quality. However, its
impact on diffusion-weighted imaging (DWI) of the prostate has yet to be assessed. Purpose …
impact on diffusion-weighted imaging (DWI) of the prostate has yet to be assessed. Purpose …
Prostate magnetic resonance imaging for local recurrence reporting (PI-RR): international consensus-based guidelines on multiparametric magnetic resonance …
V Panebianco, G Villeirs, JC Weinreb… - European urology …, 2021 - Elsevier
Background Imaging techniques are used to identify local recurrence of prostate cancer
(PCa) for salvage therapy and to exclude metastases that should be addressed with …
(PCa) for salvage therapy and to exclude metastases that should be addressed with …